One vertex per element, one color per generator, with an edge from x to x·s.
(5,6)(7,10)(8,9)(11,12)(13,14,19,25)(15,27,30,21)(16,31,28,44)(17,34,37,41)(18,26,20,24)(22,35,42,33)(23,36,39,32)(29,40,38,43)(1,2)(3,4)(6,9)(10,12)(13,15,19,30)(14,21,25,27)(16,32,28,36)(17,35,37,33)(18,29,20,38)(22,41,42,34)(23,31,39,44)(24,40,26,43)(5,7,8,11)(6,10,9,12)(13,16,19,28)(14,22,25,42)(15,17,30,37)(18,33,20,35)(21,39,27,23)(24,31,26,44)(29,36,38,32)(34,43,41,40)(2,4)(13,17,19,37)(14,23,25,39)(15,28,30,16)(18,32,20,36)(21,22,27,42)(24,34,26,41)(29,33,38,35)(31,40,44,43)(6,9)(10,12)(13,18,19,20)(14,24,25,26)(15,29,30,38)(16,33,28,35)(17,36,37,32)(21,40,27,43)(22,31,42,44)(23,41,39,34)A Cayley diagram is a choice, not a fact about the group. Another drawing of this group — in a book, or on a different generating set — may look nothing like this one.